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R9V Update: Created and adopted KVA projections based on Deepseek V4.1 Flash + HySparse2/MiMo-V3 for Qwen3.8 Flash Next. This is a game changer for models that don't natively implement it. 1.45-1.85x speedup in prefill to 3k+ at a small deficit to perplexity. [2x R9700, 128GB DDR5]

Here's my *first* implementation of KVA projectors on QFN (just the uncensored model for now) the highlights are basically as follows for using the projectors at each different layer: Starting at laye

model-releasesr-localllama

24 Sept 2026

model releases

Mizar: A 159M-Parameter Audio-Language Model for Audio Understanding

MLPerf Training Introduces Its First LLM Post-Training Benchmark

model : add Ling 3.0 VL support by aetherbird · Pull Request #29151 · ggml-org/llama.cpp

MolDesignBench: Evaluating LLM-based Agent for Scenario-grounded Molecular Design

MSK-Bench: Benchmarking Full-Body Musculoskeletal Motor Control Across Tasks, Control Paradigms, and Physiological Metrics

MultiVENT-Raw: A Benchmark for Retrieval and Reasoning over Raw Videos

MWE-ECL: Recoverable Long-Range Context Does Not Always Override Local Lexical Priors

My foray into local ai. Two BC-250 ex mining apus running Qwen3.6-35B-A3B Q4_K_M at 60 tok/s with 64k context

NADI 2026: The Second Multidialectal Arabic Speech Processing Shared Task

Neither Silence nor Overlap Is Failure: Intent-Conditioned Evaluation of Turn-Taking in Full-Duplex Spoken Dialogue Models

Noob, Question.

NS-ATTENTION: Newton-Schulz Transformations of Attention Outputs in Vision Transformers

Omni-Decision: Evidence-Ledger Planning for Omni-Modal Agents

On Preference Coverage Collapse from Hindsight Relabeling in Multi-Objective Reinforcement Learning

Optimization without Future Compromises? Decentralized Coordination via Collective and Reinforcement Learning

Parameter Importance-Driven Continual Learning for Foundation Models

PASTABench: Proactive Assessment of Sequential Trajectories for Agent Safety

PBLH Estimation from Satellite Radiances via a Dual-Encoder Transformer

Phonemizing User-Generated Text: A Benchmark, Taxonomy, and Compositional Approach

PotARCin: Multi-Dimensional Evaluation of Skill Acquisition in Abstract Reasoning Tasks

Power your agents: Gemini 3.8 Live with Live Avatar is now generally available

PR-Smoother: Simulator-Preserving Non-Gaussian Smoothing for Data Assimilation

Predicting Activities in Aqueous Electrolyte Solutions with Hybrid Machine Learning

PRISM-VLM: A Multi-Axis Discriminative Benchmark for Compact Vision-Language Models

Pro-Bench: Prompt-Robust Open-Vocabulary Visual Grounding Across Real-World Heterogeneous Environments

Proactive Defense: Hardening Code Pipelines and CI/CD Infrastructure

Prompt, Probe, Train, or Annotate? Single-camera sports video understanding in amateur settings

Provably Complete Generalized Planning with LLMs

PSA: llama.cpp -cram should be increased for agentic workflows (default is 8192)

Quantifying the Occult: A Comparative Study of Hindu and Buddhist Deities Using Machine Learning Methods

Quantum score matching with applications to learning thermal states

Qwen-3.8-27B is good enough that I stopped using API

Qwen Image 2.1 masked inpainting: working crop-and-stitch graph + the wiring and prompt differences from Flux

Qwen3.8-Flash-Next on 12GB VRAM - 65 tokens per second

Qwen3.8-Flash-Next, on 5090+64gb, with Llama.cpp - Seems to not use ram?

R9V Update: Created and adopted KVA projections based on Deepseek V4.1 Flash + HySparse2/MiMo-V3 for Qwen3.8 Flash Next. This is a game changer for models that don't natively implement it. 1.45-1.85x speedup in prefill to 3k+ at a small deficit to perplexity. [2x R9700, 128GB DDR5]

Reachable Global Optimization in AI Systems: How Global Is Global?

Realize What Matters: Principled Context Representation for Large-Scale Reasoning

Recognized but Not Produced: A Generation Benchmark for Culturally Specific Kinship Terms

Relative Discharge Stage (RDS) Classification: A Practical Indicator of Battery Discharge Progress

Repurposing Pre-trained LLMs as High Fidelity Continuous Text Autoencoders

Resource-Efficient Distributed Recursive Gaussian Processes

Riemannian Structure and Optimization for a Class of Low-Parametric Orthogonal Matrices

Risk-Controlled KV-Cache Eviction: From Memory Budgets to Risk Targets

RoadOcc Learns When to Persist, Transport, or Refresh Memory for Roadside Occupancy Prediction

Running a local model as a SQL assistant against real databases: notes on what breaks

SafeTutors: Benchmarking Pedagogical Safety in AI Tutoring Systems

Same Scores, Different Decisions: Evaluating JEV and Language Models for Legal Document Understanding